Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "123" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 75 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 71 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.891183 | -0.497843 | 14.171904 | 17.379482 | 6.955839 | 14.199536 | 10.402243 | 15.319205 | 0.7997 | 0.7953 | 0.2449 | 10.869908 | 10.054691 |
| 2459593 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.256818 | 3.008045 | 17.941884 | 20.896597 | 10.690432 | 19.874477 | 5.060876 | 5.213073 | 0.7459 | 0.7335 | 0.2524 | 4.887022 | 4.976913 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 2.147189 | 1.846871 | 9.261834 | 14.151393 | -0.126478 | -0.539399 | -1.963310 | -0.060926 | 0.0412 | 0.0324 | 0.0017 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.221340 | 4.839332 | 21.040437 | 24.949906 | 9.788160 | 17.445178 | -1.827346 | -1.930058 | 0.6945 | 0.6965 | 0.3547 | 6.718519 | 6.596272 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.471114 | 5.020056 | 18.700385 | 21.876237 | 10.456237 | 19.471635 | -1.648013 | -1.352351 | 0.6957 | 0.6952 | 0.3527 | 5.489480 | 5.322927 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.093927 | 3.466042 | 16.037597 | 18.799307 | 6.056778 | 10.764136 | 8.018468 | 8.975934 | 0.7334 | 0.7211 | 0.2801 | 6.016335 | 5.717740 |
| 2459588 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.054666 | 1.164746 | 21.131793 | 25.132124 | 7.874596 | 13.313134 | 7.134602 | 8.243477 | 0.7889 | 0.7662 | 0.2202 | 7.621175 | 6.756467 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.467213 | 0.649852 | 24.667537 | 46.657219 | 58.473341 | 83.252084 | 2.789938 | 7.752656 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 311.311787 | 311.347527 | inf | inf | 10.880734 | 10.668616 | 540.080454 | 528.780208 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.831039 | -0.542540 | 3.988510 | -0.167198 | 11.062566 | 11.785517 | -1.673169 | -0.182532 | 0.0350 | 0.0328 | 0.0009 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 21.269551 | 18.106787 | 36.363738 | 27.241653 | 32.243429 | 35.715169 | 3.278682 | 3.604004 | 0.6827 | 0.6904 | 0.3715 | 0.000000 | 0.000000 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.144717 | 4.243699 | 11.851342 | 9.402014 | 16.129792 | 16.241223 | -1.900877 | -1.393091 | 0.6826 | 0.6952 | 0.3738 | 3.794071 | 3.921730 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.526821 | 6.260468 | 12.350289 | 10.546133 | 12.669071 | 13.188572 | -1.778219 | -1.159213 | 0.6899 | 0.7020 | 0.3677 | 3.439660 | 3.079074 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.473301 | 4.652564 | 13.459605 | 10.908603 | 14.411727 | 13.821666 | -1.765760 | -0.956748 | 0.6800 | 0.6934 | 0.3695 | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.593502 | 4.708755 | 15.473355 | 12.412203 | 15.947200 | 15.681660 | -2.384212 | -1.993176 | 0.6793 | 0.6909 | 0.3685 | 4.085967 | 4.034218 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.816770 | 5.704271 | 11.598972 | 9.677318 | 14.159642 | 14.299845 | -1.705725 | -1.097774 | 0.6674 | 0.6853 | 0.3769 | 4.018871 | 3.880550 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.965596 | 4.154212 | 8.766626 | 7.032047 | 13.118982 | 11.913791 | -1.778200 | -1.940973 | 0.7021 | 0.7181 | 0.3712 | 5.411712 | 5.402384 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.420127 | 3.321907 | 9.380672 | 7.542707 | 11.066787 | 9.961053 | 6.471954 | 4.769695 | 0.7435 | 0.7572 | 0.3348 | 5.963532 | 6.298631 |
| 2459574 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.153839 | 4.329474 | 8.543638 | 6.869548 | 14.401638 | 13.188485 | -0.157451 | -0.892563 | 0.6954 | 0.7130 | 0.3691 | 4.592866 | 4.534638 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.070026 | 5.178627 | 16.718678 | 13.853946 | 17.077452 | 15.982301 | -2.129247 | -1.759053 | 0.7007 | 0.7184 | 0.3665 | 3.994701 | 3.860193 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.583532 | 4.575460 | 8.790637 | 7.096810 | 10.916816 | 10.031675 | -2.661087 | -2.653588 | 0.6986 | 0.7141 | 0.3715 | 4.542705 | 4.428992 |
| 2459571 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.262085 | 4.212500 | 33.099598 | 32.199948 | 22.193080 | 37.212882 | -0.065630 | 5.676199 | 0.7085 | 0.7270 | 0.3597 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.273514 | -0.792167 | -1.472950 | -1.211629 | -1.155940 | -0.614771 | -0.483200 | 0.119643 | 0.7238 | 0.7313 | 0.3440 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.330632 | 4.777794 | 11.961684 | 9.959229 | 13.079800 | 12.275863 | -1.684880 | -1.087143 | 0.6905 | 0.7032 | 0.3834 | 5.160525 | 5.133237 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.185699 | 1.486721 | 3.563711 | 1.358726 | 0.334311 | -0.749078 | -1.797427 | -1.345701 | 0.7139 | 0.7177 | 0.3746 | 3.240182 | 2.921042 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.168259 | 5.190713 | 25.257841 | 20.969294 | 13.696626 | 13.102760 | -1.797034 | -1.740687 | 0.7079 | 0.7173 | 0.3717 | 3.834142 | 3.772469 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.039949 | 0.577917 | 1.336767 | 0.213576 | 0.119612 | -1.159512 | -1.453077 | -1.316965 | 0.7116 | 0.7243 | 0.3681 | 3.000439 | 2.737750 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.957138 | 37.273656 | 11.389904 | 11.784586 | 46.157985 | 20.366992 | 3.136536 | 2.394622 | 0.0594 | 0.0511 | 0.0068 | 1.185907 | 1.189135 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.031804 | 0.867972 | 1.475884 | 0.598453 | 0.473897 | -0.087507 | -1.762895 | -1.665474 | 0.7045 | 0.7171 | 0.3802 | 3.094404 | 2.808921 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.818851 | 1.435693 | 2.065942 | 1.053289 | 0.804293 | 0.303635 | -1.529992 | -1.460258 | 0.7066 | 0.7200 | 0.3737 | 2.851196 | 2.620596 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.068324 | 5.323296 | 13.615612 | 10.961731 | 15.280190 | 13.051052 | -1.529971 | -1.821993 | 0.7101 | 0.7168 | 0.3752 | 3.419405 | 3.239540 |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.854808 | 5.735188 | 14.201839 | 11.291504 | 13.866914 | 11.630371 | -1.891350 | -2.971619 | 0.7132 | 0.7189 | 0.3696 | 3.250698 | 3.101890 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7092 | 0.7209 | 0.3822 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7084 | 0.7168 | 0.3824 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.744439 | 7.518474 | 18.446408 | 15.580981 | 20.739574 | 20.553833 | 0.464593 | -0.105254 | 0.7117 | 0.7180 | 0.3754 | 8.871119 | 8.758538 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.154836 | 1.087725 | 1.938115 | 0.785886 | 0.500669 | -0.345020 | -2.066641 | -1.635882 | 0.7095 | 0.7187 | 0.3726 | 3.271907 | 2.894603 |
| 2459550 | RF_maintenance | - | 89.29% | 89.29% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.1974 | 0.1937 | 0.0703 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.751927 | 5.214274 | 13.747811 | 11.484305 | 14.504487 | 12.789509 | -2.432256 | -1.981795 | 0.7074 | 0.7189 | 0.3792 | 3.453918 | 3.161610 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.433742 | 5.235223 | 27.124427 | 23.127439 | 0.558262 | 0.838834 | -1.999757 | -1.401293 | 0.7552 | 0.7683 | 0.3395 | 3.171815 | 2.795430 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.257451 | 7.986744 | 22.421055 | 18.965914 | 21.034595 | 18.394908 | -2.845946 | -1.549226 | 0.7431 | 0.7441 | 0.3931 | 4.670061 | 4.101984 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.888485 | 1.345290 | 2.679587 | 1.763778 | 1.667142 | -0.001453 | -1.124311 | -1.315093 | 0.7935 | 0.7783 | 0.3410 | 3.127861 | 2.722336 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.274228 | 1.008750 | 1.773863 | 0.945100 | 0.115435 | -0.782882 | -1.281435 | -1.430323 | 0.7758 | 0.7703 | 0.3506 | 3.274563 | 3.181018 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.946130 | 5.659497 | 14.129173 | 11.754698 | 12.425598 | 11.780203 | -2.700913 | -2.329171 | 0.7297 | 0.7407 | 0.3818 | 3.085212 | 2.832161 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.334001 | 6.660593 | 18.491656 | 15.041867 | 15.490180 | 14.214097 | -2.139542 | -1.814909 | 0.7343 | 0.7417 | 0.3751 | 3.980127 | 3.587285 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.333530 | 1.078814 | 1.618375 | 0.715440 | 0.611059 | -0.287219 | -1.586514 | -1.276394 | 0.7497 | 0.7525 | 0.3731 | 3.816938 | 3.292678 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.992355 | 7.141645 | 14.951319 | 12.552243 | 30.265094 | 21.484836 | -1.736709 | -0.821826 | 0.9075 | 0.9448 | 0.2834 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 8.454300 | 6.644818 | 20.396993 | 17.695398 | 12.766216 | 17.524830 | -5.800785 | -4.793885 | nan | nan | nan | 5.002812 | 4.455190 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.247677 | 5.637204 | 18.560161 | 15.003941 | 7.382394 | 14.387095 | -3.095783 | -0.937195 | 0.7031 | 0.7241 | 0.3108 | 4.402237 | 4.791446 |
| 2459513 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.069709 | 5.348783 | 31.298327 | 30.730568 | 7.190233 | 21.803110 | 2.689470 | 9.036211 | 0.8729 | 0.9200 | 0.2185 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.919138 | 7.563776 | 11.982585 | 9.620415 | 13.048233 | 8.670774 | 10.688726 | 10.807907 | 0.9109 | 0.9485 | 0.1859 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.540164 | 4.032710 | 15.042738 | 11.112079 | 4.261335 | 5.224116 | -0.928059 | -0.362219 | 0.8838 | 0.8690 | 0.1856 | 13.208246 | 16.262765 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.068098 | 10.090531 | 15.321578 | 12.686937 | 25.601879 | 21.165981 | -1.391286 | -0.817875 | 0.8805 | 0.8841 | 0.4136 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.742585 | 9.601125 | 15.437257 | 12.747210 | 20.589079 | 15.754192 | 0.313253 | -0.423124 | 0.8916 | 0.9227 | 0.3723 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.057506 | 12.598455 | 13.668425 | 11.598079 | 19.834925 | 17.021572 | -1.090414 | -0.239620 | 0.9003 | 0.9183 | 0.3588 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.636589 | 13.382009 | 16.030893 | 13.439910 | 19.621059 | 16.990084 | 0.926614 | 7.363206 | 0.8927 | 0.9460 | 0.1768 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.162548 | 12.224855 | 13.302454 | 11.240738 | 17.507474 | 14.885025 | -0.622933 | 0.113729 | 0.9100 | 0.9206 | 0.3922 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.726121 | 14.369813 | 14.156267 | 11.829645 | 22.446766 | 19.053140 | -0.665425 | 0.173013 | 0.9097 | 0.9314 | 0.3528 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 17.124014 | 14.747358 | 12.731733 | 10.789477 | 19.620821 | 17.016845 | -0.340447 | 0.301388 | 0.9040 | 0.9137 | 0.3667 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.835272 | 12.063750 | 11.596281 | 9.956730 | 16.822816 | 14.780936 | -0.243840 | 1.713956 | 0.9010 | 0.9097 | 0.4023 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 18.816252 | 17.891143 | 14.664862 | 13.357014 | 22.389100 | 22.502355 | 3.292083 | 12.770631 | 0.8650 | 0.8813 | 0.4526 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.629400 | 10.589060 | 19.924470 | 16.702699 | 17.523125 | 16.884162 | -5.323767 | -3.614285 | 0.7505 | 0.8037 | 0.3253 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.859457 | 10.671474 | 20.912688 | 16.921742 | 24.143692 | 25.240042 | 0.469890 | 5.611720 | 0.7880 | 0.8177 | 0.2585 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.941027 | 10.506185 | 21.434533 | 17.813886 | 16.699261 | 15.741414 | -1.491892 | 0.543807 | 0.7409 | 0.8026 | 0.3626 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.219292 | 8.981501 | 20.315444 | 16.637768 | 16.091133 | 15.273809 | -1.363588 | 0.054251 | 0.7604 | 0.8125 | 0.3078 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 9.669463 | 8.705224 | 18.050431 | 15.244634 | 17.891813 | 17.596256 | -3.007310 | -2.154600 | 0.7604 | 0.8131 | 0.3444 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | inf | 394.972584 | 395.189304 | inf | inf | 29.046186 | 29.278445 | 175.271982 | 175.751534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 17.379482 | 0.891183 | -0.497843 | 14.171904 | 17.379482 | 6.955839 | 14.199536 | 10.402243 | 15.319205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 20.896597 | 2.256818 | 3.008045 | 17.941884 | 20.896597 | 10.690432 | 19.874477 | 5.060876 | 5.213073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 14.151393 | 1.846871 | 2.147189 | 14.151393 | 9.261834 | -0.539399 | -0.126478 | -0.060926 | -1.963310 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 24.949906 | 4.839332 | 4.221340 | 24.949906 | 21.040437 | 17.445178 | 9.788160 | -1.930058 | -1.827346 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 21.876237 | 4.471114 | 5.020056 | 18.700385 | 21.876237 | 10.456237 | 19.471635 | -1.648013 | -1.352351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 18.799307 | 3.466042 | 3.093927 | 18.799307 | 16.037597 | 10.764136 | 6.056778 | 8.975934 | 8.018468 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Power | 25.132124 | 1.054666 | 1.164746 | 21.131793 | 25.132124 | 7.874596 | 13.313134 | 7.134602 | 8.243477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 83.252084 | 0.649852 | 0.467213 | 46.657219 | 24.667537 | 83.252084 | 58.473341 | 7.752656 | 2.789938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | inf | 311.311787 | 311.347527 | inf | inf | 10.880734 | 10.668616 | 540.080454 | 528.780208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 11.785517 | 1.831039 | -0.542540 | 3.988510 | -0.167198 | 11.062566 | 11.785517 | -1.673169 | -0.182532 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 36.363738 | 21.269551 | 18.106787 | 36.363738 | 27.241653 | 32.243429 | 35.715169 | 3.278682 | 3.604004 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 16.241223 | 4.243699 | 6.144717 | 9.402014 | 11.851342 | 16.241223 | 16.129792 | -1.393091 | -1.900877 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 13.188572 | 8.526821 | 6.260468 | 12.350289 | 10.546133 | 12.669071 | 13.188572 | -1.778219 | -1.159213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 14.411727 | 4.652564 | 6.473301 | 10.908603 | 13.459605 | 13.821666 | 14.411727 | -0.956748 | -1.765760 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 15.947200 | 6.593502 | 4.708755 | 15.473355 | 12.412203 | 15.947200 | 15.681660 | -2.384212 | -1.993176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 14.299845 | 5.704271 | 7.816770 | 9.677318 | 11.598972 | 14.299845 | 14.159642 | -1.097774 | -1.705725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 13.118982 | 4.154212 | 5.965596 | 7.032047 | 8.766626 | 11.913791 | 13.118982 | -1.940973 | -1.778200 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 11.066787 | 3.321907 | 4.420127 | 7.542707 | 9.380672 | 9.961053 | 11.066787 | 4.769695 | 6.471954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 14.401638 | 6.153839 | 4.329474 | 8.543638 | 6.869548 | 14.401638 | 13.188485 | -0.157451 | -0.892563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 17.077452 | 5.178627 | 7.070026 | 13.853946 | 16.718678 | 15.982301 | 17.077452 | -1.759053 | -2.129247 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 10.916816 | 4.575460 | 6.583532 | 7.096810 | 8.790637 | 10.031675 | 10.916816 | -2.653588 | -2.661087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 37.212882 | 4.212500 | 4.262085 | 32.199948 | 33.099598 | 37.212882 | 22.193080 | 5.676199 | -0.065630 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Discontinuties | 0.119643 | -1.273514 | -0.792167 | -1.472950 | -1.211629 | -1.155940 | -0.614771 | -0.483200 | 0.119643 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 13.079800 | 4.777794 | 6.330632 | 9.959229 | 11.961684 | 12.275863 | 13.079800 | -1.087143 | -1.684880 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 3.563711 | 3.185699 | 1.486721 | 3.563711 | 1.358726 | 0.334311 | -0.749078 | -1.797427 | -1.345701 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 25.257841 | 7.168259 | 5.190713 | 25.257841 | 20.969294 | 13.696626 | 13.102760 | -1.797034 | -1.740687 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.039949 | 2.039949 | 0.577917 | 1.336767 | 0.213576 | 0.119612 | -1.159512 | -1.453077 | -1.316965 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 46.157985 | 35.957138 | 37.273656 | 11.389904 | 11.784586 | 46.157985 | 20.366992 | 3.136536 | 2.394622 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.031804 | 2.031804 | 0.867972 | 1.475884 | 0.598453 | 0.473897 | -0.087507 | -1.762895 | -1.665474 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.818851 | 2.818851 | 1.435693 | 2.065942 | 1.053289 | 0.804293 | 0.303635 | -1.529992 | -1.460258 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 15.280190 | 5.323296 | 7.068324 | 10.961731 | 13.615612 | 13.051052 | 15.280190 | -1.821993 | -1.529971 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 14.201839 | 5.735188 | 7.854808 | 11.291504 | 14.201839 | 11.630371 | 13.866914 | -2.971619 | -1.891350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 20.739574 | 7.518474 | 8.744439 | 15.580981 | 18.446408 | 20.553833 | 20.739574 | -0.105254 | 0.464593 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.154836 | 1.087725 | 2.154836 | 0.785886 | 1.938115 | -0.345020 | 0.500669 | -1.635882 | -2.066641 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 14.504487 | 6.751927 | 5.214274 | 13.747811 | 11.484305 | 14.504487 | 12.789509 | -2.432256 | -1.981795 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 27.124427 | 5.235223 | 7.433742 | 23.127439 | 27.124427 | 0.838834 | 0.558262 | -1.401293 | -1.999757 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 22.421055 | 7.986744 | 10.257451 | 18.965914 | 22.421055 | 18.394908 | 21.034595 | -1.549226 | -2.845946 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.888485 | 2.888485 | 1.345290 | 2.679587 | 1.763778 | 1.667142 | -0.001453 | -1.124311 | -1.315093 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.274228 | 1.008750 | 2.274228 | 0.945100 | 1.773863 | -0.782882 | 0.115435 | -1.430323 | -1.281435 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 14.129173 | 7.946130 | 5.659497 | 14.129173 | 11.754698 | 12.425598 | 11.780203 | -2.700913 | -2.329171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 18.491656 | 9.334001 | 6.660593 | 18.491656 | 15.041867 | 15.490180 | 14.214097 | -2.139542 | -1.814909 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Shape | 2.333530 | 1.078814 | 2.333530 | 0.715440 | 1.618375 | -0.287219 | 0.611059 | -1.276394 | -1.586514 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 30.265094 | 7.992355 | 7.141645 | 14.951319 | 12.552243 | 30.265094 | 21.484836 | -1.736709 | -0.821826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 20.396993 | 8.454300 | 6.644818 | 20.396993 | 17.695398 | 12.766216 | 17.524830 | -5.800785 | -4.793885 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 18.560161 | 5.637204 | 8.247677 | 15.003941 | 18.560161 | 14.387095 | 7.382394 | -0.937195 | -3.095783 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 31.298327 | 5.348783 | 5.069709 | 30.730568 | 31.298327 | 21.803110 | 7.190233 | 9.036211 | 2.689470 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 13.048233 | 7.563776 | 7.919138 | 9.620415 | 11.982585 | 8.670774 | 13.048233 | 10.807907 | 10.688726 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 18.420363 | 10.046864 | 8.610590 | 16.347876 | 13.580835 | 18.420363 | 13.801313 | -0.156891 | -3.222062 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 15.042738 | 4.032710 | 6.540164 | 11.112079 | 15.042738 | 5.224116 | 4.261335 | -0.362219 | -0.928059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 25.601879 | 12.068098 | 10.090531 | 15.321578 | 12.686937 | 25.601879 | 21.165981 | -1.391286 | -0.817875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 20.589079 | 11.742585 | 9.601125 | 15.437257 | 12.747210 | 20.589079 | 15.754192 | 0.313253 | -0.423124 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 19.834925 | 14.057506 | 12.598455 | 13.668425 | 11.598079 | 19.834925 | 17.021572 | -1.090414 | -0.239620 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 19.621059 | 13.382009 | 14.636589 | 13.439910 | 16.030893 | 16.990084 | 19.621059 | 7.363206 | 0.926614 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 17.507474 | 14.162548 | 12.224855 | 13.302454 | 11.240738 | 17.507474 | 14.885025 | -0.622933 | 0.113729 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 22.446766 | 14.369813 | 16.726121 | 11.829645 | 14.156267 | 19.053140 | 22.446766 | 0.173013 | -0.665425 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 19.620821 | 17.124014 | 14.747358 | 12.731733 | 10.789477 | 19.620821 | 17.016845 | -0.340447 | 0.301388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Temporal Variability | 16.822816 | 13.835272 | 12.063750 | 11.596281 | 9.956730 | 16.822816 | 14.780936 | -0.243840 | 1.713956 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 22.502355 | 17.891143 | 18.816252 | 13.357014 | 14.664862 | 22.502355 | 22.389100 | 12.770631 | 3.292083 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 19.924470 | 10.589060 | 11.629400 | 16.702699 | 19.924470 | 16.884162 | 17.523125 | -3.614285 | -5.323767 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | nn Temporal Variability | 25.240042 | 10.859457 | 10.671474 | 20.912688 | 16.921742 | 24.143692 | 25.240042 | 0.469890 | 5.611720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 21.434533 | 10.506185 | 11.941027 | 17.813886 | 21.434533 | 15.741414 | 16.699261 | 0.543807 | -1.491892 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 20.315444 | 10.219292 | 8.981501 | 20.315444 | 16.637768 | 16.091133 | 15.273809 | -1.363588 | 0.054251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 123 | 8 | RF_maintenance | ee Power | 18.050431 | 9.669463 | 8.705224 | 18.050431 | 15.244634 | 17.891813 | 17.596256 | -3.007310 | -2.154600 |